{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Binary and barrier options\n",
    "\n",
    "In this notebook we want to study the problem of pricing some exotic derivatives by solving their associated PDE.\n",
    "\n",
    "I will use the same framework, based on the implicit discretization, presented in the Black-Scholes PDE notebook **2.1**.\n",
    "The results are then compared with the values obtained from other numerical methods.\n",
    "\n",
    "## Contents\n",
    "   - [Digital/Binary options](#sec1)\n",
    "      - [Numerical solution](#sec1.1)\n",
    "   - [Barrier options](#sec2)\n",
    "      - [Numerical solution](#sec2.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from functions.BS_pricer import BS_pricer\n",
    "import numpy as np\n",
    "import scipy as scp\n",
    "import scipy.stats as ss\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits import mplot3d\n",
    "from matplotlib import cm\n",
    "%matplotlib inline\n",
    "\n",
    "from scipy import sparse\n",
    "from scipy.sparse.linalg import splu\n",
    "from scipy.sparse.linalg import spsolve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Option variables\n",
    "S0=100.0              # spot stock price\n",
    "K=100.0               # strike\n",
    "T=1.0                 # maturity \n",
    "r=0.1                 # risk free rate \n",
    "sig=0.2               # diffusion coefficient or volatility\n",
    "X0 = np.log(S0)       # logprice\n",
    "B = 120               # Barrier"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='sec1'></a>\n",
    "## Binary/digital options\n",
    "\n",
    "For more info have a look at the [wiki page](https://en.wikipedia.org/wiki/Binary_option)\n",
    "\n",
    "Let us consider the case of a **cash or nothing CALL** binary option:\n",
    "\n",
    "\\begin{equation}\n",
    "V(t,s) = e^{- r (T-t)} \\mathbb{E}^{\\mathbb{Q}} \\bigl[ \\mathbb{1}_{\\{S_T > K\\}} \\, \\big| \\, S_t=s \\bigr].\n",
    "\\end{equation}\n",
    "\n",
    "where, as usual, $\\mathbb{Q}$ is the risk neutral measure."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='sec1.1'></a>\n",
    "## Numerical solution"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Closed formula"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The price of the ATM digital call option by closed formula is:  0.5930501164033175\n"
     ]
    }
   ],
   "source": [
    "# Closed formula\n",
    "d2 = (np.log(S0/K) + (r - sig**2 / 2) * T) / (sig * np.sqrt(T))\n",
    "N2 = ss.norm.cdf(d2)\n",
    "closed_digital = np.exp(-r*T) * N2\n",
    "print(\"The price of the ATM digital call option by closed formula is: \", closed_digital)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Monte Carlo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The price of the ATM digital call option by Monte Carlo is:  0.593071342432063\n"
     ]
    }
   ],
   "source": [
    "# Monte Carlo\n",
    "np.random.seed(seed=42)\n",
    "N_simulation = 20000000\n",
    "W = (r - sig**2/2)*T  + ss.norm.rvs(loc=0, scale=sig, size=N_simulation)\n",
    "S_T = S0 * np.exp(W)\n",
    "\n",
    "MC_digital = np.exp(-r*T) * scp.mean( S_T > K )\n",
    "print(\"The price of the ATM digital call option by Monte Carlo is: \", MC_digital)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### PDE method:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The price of the ATM digital call option by PDE is:  0.5930454651650973\n"
     ]
    }
   ],
   "source": [
    "# PDE\n",
    "Nspace = 6000   # M space steps\n",
    "Ntime = 5000    # N time steps   \n",
    "S_max = 3*float(K)                \n",
    "S_min = float(K)/3\n",
    "x_max = np.log(S_max)  # A2\n",
    "x_min = np.log(S_min)  # A1\n",
    "\n",
    "x, dx = np.linspace(x_min, x_max, Nspace, retstep=True)    # space discretization\n",
    "T_array, dt = np.linspace(0, T, Ntime, retstep=True)       # time discretization\n",
    "Payoff = np.where(np.exp(x)>K, 1, 0)          # Binary payoff\n",
    "\n",
    "V = np.zeros((Nspace,Ntime))       # grid initialization\n",
    "offset = np.zeros(Nspace-2)        # vector to be used for the boundary terms   \n",
    "\n",
    "V[:,-1] = Payoff                   # terminal conditions \n",
    "V[-1,:] = 1                        # boundary condition\n",
    "V[0,:] = 0                         # boundary condition\n",
    "\n",
    "# construction of the tri-diagonal matrix D\n",
    "sig2 = sig*sig; dxx = dx * dx\n",
    "a = ( (dt/2) * ( (r-0.5*sig2)/dx - sig2/dxx ) )\n",
    "b = ( 1 + dt * ( sig2/dxx + r ) )\n",
    "c = (-(dt/2) * ( (r-0.5*sig2)/dx + sig2/dxx ) )\n",
    "D = sparse.diags([a, b, c], [-1, 0, 1], shape=(Nspace-2, Nspace-2)).tocsc()\n",
    "DD = splu(D)\n",
    "\n",
    "# Backward iteration\n",
    "for i in range(Ntime-2,-1,-1):\n",
    "    offset[0] = a * V[0,i]\n",
    "    offset[-1] = c * V[-1,i]; \n",
    "    V[1:-1,i] = DD.solve(V[1:-1,i+1] - offset)     \n",
    "\n",
    "# finds the option at S0\n",
    "oPrice = np.interp(X0, x, V[:,0])\n",
    "print(\"The price of the ATM digital call option by PDE is: \", oPrice)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1296x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "S = np.exp(x)\n",
    "fig = plt.figure(figsize=(18,6))\n",
    "ax1 = fig.add_subplot(121); ax2 = fig.add_subplot(122, projection='3d')\n",
    "\n",
    "ax1.plot(S, Payoff, color='blue',label=\"Payoff\")\n",
    "ax1.plot(S, V[:,0], color='red',label=\"Binary curve\")\n",
    "ax1.set_xlim(60,200); ax1.set_ylim(0,1.1)\n",
    "ax1.set_xlabel(\"S\"); ax1.set_ylabel(\"V\"); ax1.legend(loc='upper left')\n",
    "ax1.set_title(\"Curve at t=0\")\n",
    "\n",
    "X, Y = np.meshgrid(T_array, S)\n",
    "ax2.plot_surface(Y, X, V)\n",
    "ax2.set_title(\"Digital option surface\"); ax2.set_xlabel(\"S\"); ax2.set_ylabel(\"t\"); ax2.set_zlabel(\"V\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='sec2'></a>\n",
    "## Barrier options\n",
    "\n",
    "For more info have a look at the [wiki page](https://en.wikipedia.org/wiki/Barrier_option)\n",
    "\n",
    "Let us consider the case of an **Up and Out CALL** European option:\n",
    "\n",
    "\\begin{equation}\n",
    "V(t,s) = e^{- r (T-t)} \\mathbb{E}^{\\mathbb{Q}} \\bigl[ (S_T - K)^+ \\mathbb{1}_{\\{M_T < B\\}} \\, \\big| \\, S_t=s \\bigr].\n",
    "\\end{equation}\n",
    "\n",
    "where I introduced the running max:\n",
    "\n",
    "$$ M_T = \\max_{0\\leq t \\leq T} S_t. $$\n",
    "\n",
    "The parameter $B$ is the barrier.     \n",
    "We have to assume that $B > K$, otherwise the payoff would be always zero. \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='sec2.1'></a>\n",
    "## Numerical solution"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Closed formula:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [],
   "source": [
    "d1 = lambda t,s: 1/(sig*np.sqrt(t)) * ( np.log(s) + (r+sig**2/2)*t ) \n",
    "d2 = lambda t,s: 1/(sig*np.sqrt(t)) * ( np.log(s) + (r-sig**2/2)*t ) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [],
   "source": [
    "closed_barrier = S0 * ( ss.norm.cdf( d1(T, S0/K) ) - ss.norm.cdf( d1(T, S0/B) ) ) \\\n",
    "      - np.exp(-r*T) * K * ( ss.norm.cdf( d2(T, S0/K) ) - ss.norm.cdf( d2(T, S0/B) ) ) \\\n",
    "      - B * (S0/B)**(-2*r/sig**2) * ( ss.norm.cdf( d1(T, B**2/(S0*K) ) ) - ss.norm.cdf( d1(T, B/S0) ) ) \\\n",
    "      + np.exp(-r*T) * K * (S0/B)**(-2*r/sig**2 + 1) * \\\n",
    "      ( ss.norm.cdf( d2(T, B**2/(S0*K) ) ) - ss.norm.cdf( d2(T, B/S0) ) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The price of the Up and Out call option by closed formula is:  1.1789018151004562\n"
     ]
    }
   ],
   "source": [
    "print(\"The price of the Up and Out call option by closed formula is: \", closed_barrier)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Monte Carlo:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 30.8 s, sys: 9.3 s, total: 40.1 s\n",
      "Wall time: 53.5 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "np.random.seed(seed=42)\n",
    "N = 10000\n",
    "paths = 50000\n",
    "dt = T/(N-1)          # time interval\n",
    "\n",
    "#path generation\n",
    "X_0 = np.zeros((paths,1))\n",
    "increments = ss.norm.rvs(loc=(r-sig**2/2)*dt, scale=np.sqrt(dt)*sig, size=(paths,N-1))\n",
    "X = np.concatenate((X_0,increments), axis=1).cumsum(1)\n",
    "S = S0 * np.exp(X)\n",
    "\n",
    "M = np.amax(S, axis=1)      # maximum of each path\n",
    "\n",
    "# discounted expected payoff\n",
    "MC_barrier = np.exp(-r * T) * (np.maximum( S[:,-1] - K, 0 ) @ np.where(M<B,1,0) )/ paths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The price of the Up and Out call option by Monte Carlo is:  1.2023400529852908\n"
     ]
    }
   ],
   "source": [
    "print(\"The price of the Up and Out call option by Monte Carlo is: \", MC_barrier)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is well known that Monte Carlo methods are slow.\n",
    "\n",
    "When working with path dependent options, such as Barrier options, it is necessary to generate the entire paths. This is SUPER slow!! \n",
    "\n",
    "With C and Cython it is possible to improve the performance.\n",
    "\n",
    "There are several methods to improve the algorithm:\n",
    "- using antithetic variables [wiki](https://en.wikipedia.org/wiki/Antithetic_variates) to reduce the total variance.\n",
    "- using the Brownian bridge in order to reduce the error introduced by the time step discretization. Between two time points there is a non-zero probability that the process hits the barrier and returns back. We are missing this event, and this creates a positive bias in the final price (indeed our price is a bit higher).\n",
    "\n",
    "Well we are happy with our price, which is very close to the correct (closed formula) price."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### PDE method:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The price of the Up and Out option by PDE is:  1.1790256853164922\n"
     ]
    }
   ],
   "source": [
    "# PDE\n",
    "Nspace = 14000   # M space steps\n",
    "Ntime = 10000    # N time steps   \n",
    "S_max = B        # The max of S corresponds to the Barrier           \n",
    "S_min = float(K)/3\n",
    "x_max = np.log(S_max)  # A2\n",
    "x_min = np.log(S_min)  # A1\n",
    "\n",
    "x, dx = np.linspace(x_min, x_max, Nspace, retstep=True)    # space discretization\n",
    "T_array, dt = np.linspace(0, T, Ntime, retstep=True)       # time discretization\n",
    "Payoff = np.maximum(np.exp(x)-K,0)          # Call payoff\n",
    "\n",
    "V = np.zeros((Nspace,Ntime))       # grid initialization\n",
    "offset = np.zeros(Nspace-2)        # vector to be used for the boundary terms   \n",
    "\n",
    "V[:,-1] = Payoff                   # terminal conditions \n",
    "V[-1,:] = 0                        # boundary condition\n",
    "V[0,:] = 0                         # boundary condition\n",
    "\n",
    "# construction of the tri-diagonal matrix D\n",
    "sig2 = sig*sig; dxx = dx * dx\n",
    "a = ( (dt/2) * ( (r-0.5*sig2)/dx - sig2/dxx ) )\n",
    "b = ( 1 + dt * ( sig2/dxx + r ) )\n",
    "c = (-(dt/2) * ( (r-0.5*sig2)/dx + sig2/dxx ) )\n",
    "D = sparse.diags([a, b, c], [-1, 0, 1], shape=(Nspace-2, Nspace-2)).tocsc()\n",
    "DD = splu(D)\n",
    "\n",
    "# Backward iteration\n",
    "for i in range(Ntime-2,-1,-1):\n",
    "    offset[0] = a * V[0,i]\n",
    "    offset[-1] = c * V[-1,i]; \n",
    "    V[1:-1,i] = DD.solve(V[1:-1,i+1] - offset)     \n",
    "\n",
    "# finds the option at S0\n",
    "oPrice = np.interp(X0, x, V[:,0])\n",
    "print(\"The price of the Up and Out option by PDE is: \", oPrice)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "S = np.exp(x)\n",
    "fig = plt.figure(figsize=(18,6))\n",
    "ax1 = fig.add_subplot(121); ax2 = fig.add_subplot(122, projection='3d')\n",
    "\n",
    "ax1.plot(S, Payoff, color='blue',label=\"Payoff\")\n",
    "ax1.plot(S, V[:,0], color='red',label=\"Barrier curve\")\n",
    "ax1.set_xlim(40,130); ax1.set_ylim(0,1.5)\n",
    "ax1.set_xlabel(\"S\"); ax1.set_ylabel(\"V\"); ax1.legend(loc='upper right')\n",
    "ax1.set_title(\"Curve at t=0\")\n",
    "\n",
    "X, Y = np.meshgrid(T_array, S)\n",
    "ax2.plot_surface(Y, X, V)\n",
    "ax2.set_title(\"Barrier option surface\"); ax2.set_xlabel(\"S\"); ax2.set_ylabel(\"t\"); ax2.set_zlabel(\"V\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### References\n",
    "\n",
    "[1]  Daniel Sevcovic, Beata Stehlikova, Karol Mikula (2011). Analytical and numerical methods for pricing financial derivatives. Nova Science Pub Inc; UK. \n",
    "\n",
    "[2] Wilmott Paul (1994). Option pricing: Mathematical models and computation. Oxford Financial Press"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
